Profiling Report

Dataset statistics

Number of variables	15
Number of observations	68629
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	8.4 MiB
Average record size in memory	128.0 B

Variable types

Numeric	15

Alerts

`mean_ask_price1` is highly overall correlated with `mean_ask_price2` and 4 other fields	High correlation
`mean_ask_price2` is highly overall correlated with `mean_ask_price1` and 4 other fields	High correlation
`mean_ask_size1` is highly overall correlated with `mean_ask_size2` and 4 other fields	High correlation
`mean_ask_size2` is highly overall correlated with `mean_ask_size1` and 4 other fields	High correlation
`mean_bid_ask_1` is highly overall correlated with `mean_ask_size1` and 6 other fields	High correlation
`mean_bid_ask_2` is highly overall correlated with `mean_bid_ask_1` and 1 other fields	High correlation
`mean_bid_price1` is highly overall correlated with `mean_ask_price1` and 4 other fields	High correlation
`mean_bid_price2` is highly overall correlated with `mean_ask_price1` and 4 other fields	High correlation
`mean_bid_size1` is highly overall correlated with `mean_ask_size1` and 4 other fields	High correlation
`mean_bid_size2` is highly overall correlated with `mean_ask_size1` and 4 other fields	High correlation
`mean_volume_overall` is highly overall correlated with `mean_ask_size1` and 4 other fields	High correlation
`mean_wap_1` is highly overall correlated with `mean_ask_price1` and 4 other fields	High correlation
`mean_wap_2` is highly overall correlated with `mean_ask_price1` and 4 other fields	High correlation
`target_value` is highly overall correlated with `mean_bid_ask_1` and 1 other fields	High correlation
`mean_wap_1` has unique values	Unique
`mean_wap_2` has unique values	Unique

Reproduction

Analysis started	2024-07-01 19:00:12.499996
Analysis finished	2024-07-01 19:00:43.099980
Duration	30.6 seconds
Software version	ydata-profiling v4.8.3
Download configuration	config.json

target_value
Real number (ℝ)

HIGH CORRELATION

Distinct	68228
Distinct (%)	99.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0038878538

Minimum	0.000112782
Maximum	0.051954939
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 MiB

Quantile statistics

Minimum	0.000112782
5-th percentile	0.0011688978
Q1	0.002030894
median	0.003060147
Q3	0.004733416
95-th percentile	0.0094920512
Maximum	0.051954939
Range	0.051842157
Interquartile range (IQR)	0.002702522

Descriptive statistics

Standard deviation	0.0029421081
Coefficient of variation (CV)	0.7567435
Kurtosis	13.636917
Mean	0.0038878538
Median Absolute Deviation (MAD)	0.001223305
Skewness	2.7721908
Sum	266.81952
Variance	8.6560001 × 10^-6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.004125058	2	< 0.1%
0.002760894	2	< 0.1%
0.001727059	2	< 0.1%
0.004879351	2	< 0.1%
0.003471	2	< 0.1%
0.001837649	2	< 0.1%
0.00106919	2	< 0.1%
0.001689191	2	< 0.1%
0.003476125	2	< 0.1%
0.001659372	2	< 0.1%
Other values (68218)	68609	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.000112782	1	< 0.1%
0.000145461	1	< 0.1%
0.000244148	1	< 0.1%
0.000276828	1	< 0.1%
0.00027703	1	< 0.1%
0.000289663	1	< 0.1%
0.000309087	1	< 0.1%
0.00031157	1	< 0.1%
0.000311773	1	< 0.1%
0.000312335	1	< 0.1%

Value	Count	Frequency (%)
0.051954939	1	< 0.1%
0.04473676	1	< 0.1%
0.043173945	1	< 0.1%
0.042814297	1	< 0.1%
0.038972343	1	< 0.1%
0.038377884	1	< 0.1%
0.035858885	1	< 0.1%
0.035500722	1	< 0.1%
0.034833812	1	< 0.1%
0.033972923	1	< 0.1%

mean_bid_price1
Real number (ℝ)

HIGH CORRELATION

Distinct	48506
Distinct (%)	70.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.99967526

Minimum	0.91495395
Maximum	1.0602876
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 MiB

Quantile statistics

Minimum	0.91495395
5-th percentile	0.99517918
Q1	0.99855697
median	0.99976563
Q3	1.0008906
95-th percentile	1.0039111
Maximum	1.0602876
Range	0.14533365
Interquartile range (IQR)	0.0023336411

Descriptive statistics

Standard deviation	0.0033978804
Coefficient of variation (CV)	0.0033989842
Kurtosis	35.267607
Mean	0.99967526
Median Absolute Deviation (MAD)	0.0011669397
Skewness	-0.7790326
Sum	68606.713
Variance	1.1545591 × 10^-5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.000136852	8	< 0.1%
0.9996320009	7	< 0.1%
0.9999657273	7	< 0.1%
1.000174522	7	< 0.1%
1.000774622	7	< 0.1%
1.00047636	7	< 0.1%
1.000047803	7	< 0.1%
1.001395702	7	< 0.1%
1.000070333	7	< 0.1%
1.000124812	7	< 0.1%
Other values (48496)	68558	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.9149539471	1	< 0.1%
0.9237413406	1	< 0.1%
0.9399271011	1	< 0.1%
0.9447889328	1	< 0.1%
0.9495280981	1	< 0.1%
0.9519883394	1	< 0.1%
0.9551960826	1	< 0.1%
0.9553228021	1	< 0.1%
0.9568448663	1	< 0.1%
0.9581341147	1	< 0.1%

Value	Count	Frequency (%)
1.060287595	1	< 0.1%
1.05970335	1	< 0.1%
1.04707253	1	< 0.1%
1.04695189	1	< 0.1%
1.04647696	1	< 0.1%
1.042449355	1	< 0.1%
1.040810108	1	< 0.1%
1.040786147	1	< 0.1%
1.038523197	1	< 0.1%
1.036801338	1	< 0.1%

mean_ask_price1
Real number (ℝ)

HIGH CORRELATION

Distinct	46836
Distinct (%)	68.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.0003367

Minimum	0.92490196
Maximum	1.0627782
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 MiB

Quantile statistics

Minimum	0.92490196
5-th percentile	0.99611636
Q1	0.99911743
median	1.0002469
Q3	1.0014408
95-th percentile	1.0048349
Maximum	1.0627782
Range	0.13787627
Interquartile range (IQR)	0.0023233294

Descriptive statistics

Standard deviation	0.0033883156
Coefficient of variation (CV)	0.0033871751
Kurtosis	31.184253
Mean	1.0003367
Median Absolute Deviation (MAD)	0.0011626482
Skewness	0.28112929
Sum	68652.108
Variance	1.1480682 × 10^-5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.000271559	9	< 0.1%
1.000350475	9	< 0.1%
1.000754595	8	< 0.1%
1.000127554	8	< 0.1%
1.000756025	8	< 0.1%
1.000614524	8	< 0.1%
1.000278115	8	< 0.1%
1.000207663	8	< 0.1%
1.000319481	8	< 0.1%
1.000124454	7	< 0.1%
Other values (46826)	68548	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.9249019623	1	< 0.1%
0.9409254193	1	< 0.1%
0.9413431883	1	< 0.1%
0.9504429698	1	< 0.1%
0.9507238269	1	< 0.1%
0.9552826285	1	< 0.1%
0.9602628946	1	< 0.1%
0.9604155421	1	< 0.1%
0.9605900049	1	< 0.1%
0.9611907005	1	< 0.1%

Value	Count	Frequency (%)
1.062778234	1	< 0.1%
1.061362743	1	< 0.1%
1.051860571	1	< 0.1%
1.049812436	1	< 0.1%
1.049417377	1	< 0.1%
1.044596195	1	< 0.1%
1.044046044	1	< 0.1%
1.043008447	1	< 0.1%
1.042058349	1	< 0.1%
1.04144907	1	< 0.1%

mean_bid_price2
Real number (ℝ)

HIGH CORRELATION

Distinct	48989
Distinct (%)	71.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.99947681

Minimum	0.91386199
Maximum	1.0600523
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 MiB

Quantile statistics

Minimum	0.91386199
5-th percentile	0.99490039
Q1	0.99836236
median	0.99960351
Q3	1.0007216
95-th percentile	1.003672
Maximum	1.0600523
Range	0.14619029
Interquartile range (IQR)	0.0023592114

Descriptive statistics

Standard deviation	0.003410943
Coefficient of variation (CV)	0.0034127285
Kurtosis	35.642945
Mean	0.99947681
Median Absolute Deviation (MAD)	0.0011765361
Skewness	-0.95032177
Sum	68593.094
Variance	1.1634532 × 10^-5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.000073552	8	< 0.1%
1.000272989	8	< 0.1%
1.000054121	8	< 0.1%
1.000069737	8	< 0.1%
1.000181913	7	< 0.1%
0.9993767142	7	< 0.1%
1.000322461	7	< 0.1%
1.000436187	7	< 0.1%
1.000494957	7	< 0.1%
1.000174046	7	< 0.1%
Other values (48979)	68555	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.91386199	1	< 0.1%
0.9217710495	1	< 0.1%
0.9396725297	1	< 0.1%
0.9435725212	1	< 0.1%
0.949213922	1	< 0.1%
0.9512752891	1	< 0.1%
0.953311801	1	< 0.1%
0.954431057	1	< 0.1%
0.9564281702	1	< 0.1%
0.9575867057	1	< 0.1%

Value	Count	Frequency (%)
1.060052276	1	< 0.1%
1.059149384	1	< 0.1%
1.046408653	1	< 0.1%
1.046381593	1	< 0.1%
1.045484304	1	< 0.1%
1.041992903	1	< 0.1%
1.040275216	1	< 0.1%
1.039163709	1	< 0.1%
1.038132906	1	< 0.1%
1.036542416	1	< 0.1%

mean_ask_price2
Real number (ℝ)

HIGH CORRELATION

Distinct	46358
Distinct (%)	67.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.0005383

Minimum	0.92784679
Maximum	1.06326
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 MiB

Quantile statistics

Minimum	0.92784679
5-th percentile	0.99636534
Q1	0.99929583
median	1.0004157
Q3	1.0016366
95-th percentile	1.005092
Maximum	1.06326
Range	0.13541317
Interquartile range (IQR)	0.0023407936

Descriptive statistics

Standard deviation	0.0033968201
Coefficient of variation (CV)	0.0033949926
Kurtosis	30.244483
Mean	1.0005383
Median Absolute Deviation (MAD)	0.0011686683
Skewness	0.48845185
Sum	68665.943
Variance	1.1538387 × 10^-5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.000503302	8	< 0.1%
1.000940919	8	< 0.1%
1.000659943	8	< 0.1%
1.00052321	8	< 0.1%
1.000316739	8	< 0.1%
1.000526667	8	< 0.1%
1.000294447	8	< 0.1%
1.000292063	8	< 0.1%
1.000209689	8	< 0.1%
1.000433922	7	< 0.1%
Other values (46348)	68550	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.9278467894	1	< 0.1%
0.9415891171	1	< 0.1%
0.9468591213	1	< 0.1%
0.9507143497	1	< 0.1%
0.951992631	1	< 0.1%
0.9558285475	1	< 0.1%
0.9606835246	1	< 0.1%
0.9607527256	1	< 0.1%
0.9613258243	1	< 0.1%
0.9618893862	1	< 0.1%

Value	Count	Frequency (%)
1.063259959	1	< 0.1%
1.061647534	1	< 0.1%
1.053086877	1	< 0.1%
1.05026865	1	< 0.1%
1.050138474	1	< 0.1%
1.045679092	1	< 0.1%
1.044316769	1	< 0.1%
1.043430805	1	< 0.1%
1.042550206	1	< 0.1%
1.042234778	1	< 0.1%

mean_bid_size1
Real number (ℝ)

HIGH CORRELATION

Distinct	68325
Distinct (%)	99.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	763.95358

Minimum	2
Maximum	186497.11
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 MiB

Quantile statistics

Minimum	2
5-th percentile	51.758563
Q1	101.13043
median	151.78767
Q3	275.92475
95-th percentile	1523.1784
Maximum	186497.11
Range	186495.11
Interquartile range (IQR)	174.79432

Descriptive statistics

Standard deviation	4645.1224
Coefficient of variation (CV)	6.0803726
Kurtosis	304.70893
Mean	763.95358
Median Absolute Deviation (MAD)	64.928776
Skewness	15.265238
Sum	52429370
Variance	21577163
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
139	4	< 0.1%
95	4	< 0.1%
78	3	< 0.1%
66	3	< 0.1%
114.6	3	< 0.1%
94	3	< 0.1%
83	3	< 0.1%
122	3	< 0.1%
92	3	< 0.1%
97.6	3	< 0.1%
Other values (68315)	68597	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	1	< 0.1%
2.043103448	1	< 0.1%
2.185185185	1	< 0.1%
2.694267516	1	< 0.1%
3.025	1	< 0.1%
3.051546392	1	< 0.1%
3.582608696	1	< 0.1%
4.1	1	< 0.1%
4.475	1	< 0.1%
4.827586207	1	< 0.1%

Value	Count	Frequency (%)
186497.1106	1	< 0.1%
171277.697	1	< 0.1%
165264.6535	1	< 0.1%
133278.3177	1	< 0.1%
128551.076	1	< 0.1%
124189.433	1	< 0.1%
119686.4043	1	< 0.1%
112792.6066	1	< 0.1%
107915.7676	1	< 0.1%
107856.813	1	< 0.1%

mean_ask_size1
Real number (ℝ)

HIGH CORRELATION

Distinct	68325
Distinct (%)	99.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	753.0382

Minimum	2.4883721
Maximum	165055.98
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 MiB

Quantile statistics

Minimum	2.4883721
5-th percentile	52.887366
Q1	101.94149
median	151.9112
Q3	275.66881
95-th percentile	1560.5018
Maximum	165055.98
Range	165053.49
Interquartile range (IQR)	173.72732

Descriptive statistics

Standard deviation	4477.0196
Coefficient of variation (CV)	5.9452756
Kurtosis	297.75896
Mean	753.0382
Median Absolute Deviation (MAD)	64.393454
Skewness	15.158313
Sum	51680258
Variance	20043705
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
148	4	< 0.1%
124	4	< 0.1%
181	3	< 0.1%
111	3	< 0.1%
92.25	3	< 0.1%
104.8333333	3	< 0.1%
160.3333333	3	< 0.1%
116	3	< 0.1%
195	3	< 0.1%
103.75	3	< 0.1%
Other values (68315)	68597	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.488372093	1	< 0.1%
2.55721393	1	< 0.1%
2.769230769	1	< 0.1%
3.092857143	1	< 0.1%
3.51369863	1	< 0.1%
3.586956522	1	< 0.1%
3.873015873	1	< 0.1%
4.189781022	1	< 0.1%
4.272727273	1	< 0.1%
4.338028169	1	< 0.1%

Value	Count	Frequency (%)
165055.9777	1	< 0.1%
150096.7347	1	< 0.1%
143973.5675	1	< 0.1%
141647.6709	1	< 0.1%
130429.4375	1	< 0.1%
124780.9365	1	< 0.1%
122426.5889	1	< 0.1%
120410.5639	1	< 0.1%
119986.406	1	< 0.1%
118358.695	1	< 0.1%

mean_bid_size2
Real number (ℝ)

HIGH CORRELATION

Distinct	68329
Distinct (%)	99.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	946.67489

Minimum	1.0701754
Maximum	353168.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 MiB

Quantile statistics

Minimum	1.0701754
5-th percentile	42.258916
Q1	86.74812
median	139.38221
Q3	307.0875
95-th percentile	2232.4149
Maximum	353168.8
Range	353167.73
Interquartile range (IQR)	220.33938

Descriptive statistics

Standard deviation	5762.2048
Coefficient of variation (CV)	6.0867832
Kurtosis	497.32621
Mean	946.67489
Median Absolute Deviation (MAD)	68.548576
Skewness	17.51403
Sum	64969351
Variance	33203005
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
92	6	< 0.1%
110	4	< 0.1%
126	4	< 0.1%
97	3	< 0.1%
50	3	< 0.1%
89	3	< 0.1%
130.3333333	3	< 0.1%
96	3	< 0.1%
129	3	< 0.1%
44.25	3	< 0.1%
Other values (68319)	68594	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.070175439	1	< 0.1%
1.8125	1	< 0.1%
1.987012987	1	< 0.1%
2.182539683	1	< 0.1%
2.2125	1	< 0.1%
2.408450704	1	< 0.1%
2.513513514	1	< 0.1%
3.556521739	1	< 0.1%
3.62745098	1	< 0.1%
3.9	1	< 0.1%

Value	Count	Frequency (%)
353168.8017	1	< 0.1%
241386.0042	1	< 0.1%
235160.3867	1	< 0.1%
220496.2832	1	< 0.1%
156655.5153	1	< 0.1%
148949.4943	1	< 0.1%
132471.1767	1	< 0.1%
131057.4979	1	< 0.1%
130619.5697	1	< 0.1%
130342.6138	1	< 0.1%

mean_ask_size2
Real number (ℝ)

HIGH CORRELATION

Distinct	68373
Distinct (%)	99.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	921.3564

Minimum	1.5384615
Maximum	184423.76
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 MiB

Quantile statistics

Minimum	1.5384615
5-th percentile	43.315854
Q1	87.792453
median	140.34317
Q3	311.14957
95-th percentile	2235.5025
Maximum	184423.76
Range	184422.22
Interquartile range (IQR)	223.35712

Descriptive statistics

Standard deviation	5396.2376
Coefficient of variation (CV)	5.8568406
Kurtosis	288.48234
Mean	921.3564
Median Absolute Deviation (MAD)	68.759151
Skewness	14.993826
Sum	63231768
Variance	29119380
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
73	6	< 0.1%
122	4	< 0.1%
74.5	4	< 0.1%
87	3	< 0.1%
105	3	< 0.1%
91	3	< 0.1%
179	3	< 0.1%
116.5	3	< 0.1%
68	3	< 0.1%
110	3	< 0.1%
Other values (68363)	68594	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.538461538	1	< 0.1%
1.614035088	1	< 0.1%
2.146341463	1	< 0.1%
2.302325581	1	< 0.1%
2.607142857	1	< 0.1%
3.146118721	1	< 0.1%
3.316176471	1	< 0.1%
3.36440678	1	< 0.1%
3.470588235	1	< 0.1%
3.860759494	1	< 0.1%

Value	Count	Frequency (%)
184423.7578	1	< 0.1%
184284.2891	1	< 0.1%
176206.9431	1	< 0.1%
151755.0561	1	< 0.1%
149706.0836	1	< 0.1%
144925.4742	1	< 0.1%
144353.7111	1	< 0.1%
143617.0279	1	< 0.1%
143209.6758	1	< 0.1%
139915.0788	1	< 0.1%

mean_bid_ask_1
Real number (ℝ)

HIGH CORRELATION

Distinct	68513
Distinct (%)	99.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0006614496

Minimum	2.6671489 × 10^-5
Maximum	0.017183861
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 MiB

Quantile statistics

Minimum	2.6671489 × 10^-5
5-th percentile	0.00014816378
Q1	0.00026418571
median	0.00045050596
Q3	0.00080663944
95-th percentile	0.00185878
Maximum	0.017183861
Range	0.017157189
Interquartile range (IQR)	0.00054245372

Descriptive statistics

Standard deviation	0.00068101312
Coefficient of variation (CV)	1.0295767
Kurtosis	35.519471
Mean	0.0006614496
Median Absolute Deviation (MAD)	0.00022571225
Skewness	4.1399518
Sum	45.394625
Variance	4.6377888 × 10^-7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.001603841782	3	< 0.1%
0.00147819519	3	< 0.1%
0.0002956390381	3	< 0.1%
0.0008543133736	3	< 0.1%
0.001601278782	3	< 0.1%
0.001217588899	2	< 0.1%
0.0002452731133	2	< 0.1%
0.0003409067576	2	< 0.1%
0.0003647281555	2	< 0.1%
0.001504898071	2	< 0.1%
Other values (68503)	68604	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.667148874 × 10^-5	1	< 0.1%
2.668658817 × 10^-5	1	< 0.1%
2.683162711 × 10^-5	1	< 0.1%
2.74501781 × 10^-5	1	< 0.1%
2.766748185 × 10^-5	1	< 0.1%
2.7689337 × 10^-5	1	< 0.1%
2.790431245 × 10^-5	1	< 0.1%
2.792914711 × 10^-5	1	< 0.1%
2.793401472 × 10^-5	1	< 0.1%
2.796640001 × 10^-5	1	< 0.1%

Value	Count	Frequency (%)
0.01718386076	1	< 0.1%
0.01615821756	1	< 0.1%
0.0129401274	1	< 0.1%
0.01257273927	1	< 0.1%
0.01168892998	1	< 0.1%
0.01093829516	1	< 0.1%
0.01085651666	1	< 0.1%
0.01078187209	1	< 0.1%
0.01062892843	1	< 0.1%
0.009947943501	1	< 0.1%

mean_bid_ask_2
Real number (ℝ)

HIGH CORRELATION

Distinct	68512
Distinct (%)	99.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0010614914

Minimum	7.7547433 × 10^-5
Maximum	0.025087867
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 MiB

Quantile statistics

Minimum	7.7547433 × 10^-5
5-th percentile	0.00031701616
Q1	0.00056150008
median	0.00080430886
Q3	0.0012277438
95-th percentile	0.0026991488
Maximum	0.025087867
Range	0.025010319
Interquartile range (IQR)	0.00066624372

Descriptive statistics

Standard deviation	0.00090448445
Coefficient of variation (CV)	0.85208834
Kurtosis	33.9246
Mean	0.0010614914
Median Absolute Deviation (MAD)	0.00029477704
Skewness	4.0025667
Sum	72.849093
Variance	8.1809211 × 10^-7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.004521429539	3	< 0.1%
0.0008869171143	3	< 0.1%
0.001050233841	3	< 0.1%
0.004434585571	3	< 0.1%
0.0004667906906	2	< 0.1%
0.001406206633	2	< 0.1%
0.004428088665	2	< 0.1%
0.001101562637	2	< 0.1%
0.0003637569025	2	< 0.1%
0.00125863438	2	< 0.1%
Other values (68502)	68605	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7.754743274 × 10^-5	1	< 0.1%
7.755736442 × 10^-5	1	< 0.1%
7.762173482 × 10^-5	1	< 0.1%
7.828209345 × 10^-5	1	< 0.1%
7.842749619 × 10^-5	1	< 0.1%
7.869561523 × 10^-5	1	< 0.1%
7.873912546 × 10^-5	1	< 0.1%
7.902502693 × 10^-5	1	< 0.1%
7.903198275 × 10^-5	1	< 0.1%
7.908433327 × 10^-5	1	< 0.1%

Value	Count	Frequency (%)
0.02508786693	1	< 0.1%
0.01996896043	1	< 0.1%
0.01654054783	1	< 0.1%
0.01502811257	1	< 0.1%
0.01497933269	1	< 0.1%
0.01484356541	1	< 0.1%
0.01434129756	1	< 0.1%
0.0143177053	1	< 0.1%
0.01426661387	1	< 0.1%
0.01398492977	1	< 0.1%

mean_wap_1
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	68629
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.000003

Minimum	0.91947038
Maximum	1.0612578
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 MiB

Quantile statistics

Minimum	0.91947038
5-th percentile	0.99564602
Q1	0.99883916
median	1.0000041
Q3	1.0011656
95-th percentile	1.0043533
Maximum	1.0612578
Range	0.14178744
Interquartile range (IQR)	0.0023263912

Descriptive statistics

Standard deviation	0.0033870914
Coefficient of variation (CV)	0.0033870811
Kurtosis	33.15124
Mean	1.000003
Median Absolute Deviation (MAD)	0.0011636321
Skewness	-0.26422725
Sum	68629.209
Variance	1.1472388 × 10^-5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.000420979	1	< 0.1%
1.001448158	1	< 0.1%
1.000905484	1	< 0.1%
1.000526667	1	< 0.1%
0.9943542175	1	< 0.1%
0.9994208703	1	< 0.1%
1.000390623	1	< 0.1%
1.001177654	1	< 0.1%
0.9979021757	1	< 0.1%
1.000686688	1	< 0.1%
Other values (68619)	68619	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.9194703782	1	< 0.1%
0.9324630047	1	< 0.1%
0.9406281315	1	< 0.1%
0.9471585198	1	< 0.1%
0.9498566877	1	< 0.1%
0.9535363827	1	< 0.1%
0.9576261123	1	< 0.1%
0.9585351674	1	< 0.1%
0.9591471536	1	< 0.1%
0.9594750321	1	< 0.1%

Value	Count	Frequency (%)
1.061257821	1	< 0.1%
1.060886014	1	< 0.1%
1.050072589	1	< 0.1%
1.048417442	1	< 0.1%
1.048303415	1	< 0.1%
1.043245095	1	< 0.1%
1.042006318	1	< 0.1%
1.041470456	1	< 0.1%
1.039515414	1	< 0.1%
1.038973999	1	< 0.1%

mean_wap_2
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	68629
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.0000027

Minimum	0.91979994
Maximum	1.0611546
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 MiB

Quantile statistics

Minimum	0.91979994
5-th percentile	0.99564127
Q1	0.99883586
median	1.0000049
Q3	1.0011674
95-th percentile	1.0043612
Maximum	1.0611546
Range	0.14135467
Interquartile range (IQR)	0.0023315044

Descriptive statistics

Standard deviation	0.0033922006
Coefficient of variation (CV)	0.0033921915
Kurtosis	33.084166
Mean	1.0000027
Median Absolute Deviation (MAD)	0.0011652683
Skewness	-0.26829853
Sum	68629.184
Variance	1.1507025 × 10^-5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.000456718	1	< 0.1%
1.001627714	1	< 0.1%
1.000729912	1	< 0.1%
1.000526158	1	< 0.1%
0.9942290258	1	< 0.1%
0.9994427018	1	< 0.1%
1.000534971	1	< 0.1%
1.001160079	1	< 0.1%
0.9971241245	1	< 0.1%
1.000587181	1	< 0.1%
Other values (68619)	68619	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.9197999353	1	< 0.1%
0.9317411145	1	< 0.1%
0.9406074262	1	< 0.1%
0.9471930879	1	< 0.1%
0.9498431545	1	< 0.1%
0.9530607954	1	< 0.1%
0.9574461041	1	< 0.1%
0.9580549142	1	< 0.1%
0.9588733584	1	< 0.1%
0.9592470945	1	< 0.1%

Value	Count	Frequency (%)
1.06115461	1	< 0.1%
1.060902289	1	< 0.1%
1.050791359	1	< 0.1%
1.048429426	1	< 0.1%
1.048120459	1	< 0.1%
1.043217821	1	< 0.1%
1.041404029	1	< 0.1%
1.041218582	1	< 0.1%
1.039025759	1	< 0.1%
1.038982864	1	< 0.1%

mean_volume_overall
Real number (ℝ)

HIGH CORRELATION

Distinct	68551
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3385.0231

Minimum	21.958333
Maximum	648871.56
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 MiB

Quantile statistics

Minimum	21.958333
5-th percentile	226.86083
Q1	388.16209
median	584.88699
Q3	1159.1674
95-th percentile	7567.113
Maximum	648871.56
Range	648849.6
Interquartile range (IQR)	771.00529

Descriptive statistics

Standard deviation	19542.209
Coefficient of variation (CV)	5.7731392
Kurtosis	227.37553
Mean	3385.0231
Median Absolute Deviation (MAD)	250.29231
Skewness	13.644984
Sum	2.3231075 × 10⁸
Variance	3.8189795 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
308.5	3	< 0.1%
301	3	< 0.1%
547.4424779	2	< 0.1%
567.3333333	2	< 0.1%
286.8776371	2	< 0.1%
369.1140351	2	< 0.1%
487.125	2	< 0.1%
532.8142857	2	< 0.1%
451.4324324	2	< 0.1%
506	2	< 0.1%
Other values (68541)	68607	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
21.95833333	1	< 0.1%
23.63478261	1	< 0.1%
28.23185012	1	< 0.1%
43.39072848	1	< 0.1%
45.12941176	1	< 0.1%
48.95977011	1	< 0.1%
54.82841823	1	< 0.1%
55.61611374	1	< 0.1%
57.05970149	1	< 0.1%
57.39823009	1	< 0.1%

Value	Count	Frequency (%)
648871.5565	1	< 0.1%
540414.6055	1	< 0.1%
519244.547	1	< 0.1%
500893.3765	1	< 0.1%
490611.6598	1	< 0.1%
454953.2766	1	< 0.1%
440340.6398	1	< 0.1%
434624.6061	1	< 0.1%
431652.3891	1	< 0.1%
430514.5591	1	< 0.1%

mean_volume_difference
Real number (ℝ)

Distinct	68397
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	36.233873

Minimum	-204022.43
Maximum	324022.68
Zeros	0
Zeros (%)	0.0%
Negative	34624
Negative (%)	50.5%
Memory size	1.0 MiB

Quantile statistics

Minimum	-204022.43
5-th percentile	-382.84378
Q1	-66.637584
median	-0.9612069
Q3	65.416206
95-th percentile	377.10906
Maximum	324022.68
Range	528045.11
Interquartile range (IQR)	132.05379

Descriptive statistics

Standard deviation	3950.9565
Coefficient of variation (CV)	109.04041
Kurtosis	1477.7996
Mean	36.233873
Median Absolute Deviation (MAD)	66.055553
Skewness	13.284995
Sum	2486694.4
Variance	15610057
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
70	4	< 0.1%
-60.83333333	3	< 0.1%
-24	3	< 0.1%
22.2	3	< 0.1%
-25.42857143	3	< 0.1%
108	3	< 0.1%
-29	3	< 0.1%
-25	3	< 0.1%
-39.66666667	2	< 0.1%
63	2	< 0.1%
Other values (68387)	68600	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-204022.4297	1	< 0.1%
-164748.8344	1	< 0.1%
-157896.7224	1	< 0.1%
-132060.2541	1	< 0.1%
-118871.4403	1	< 0.1%
-118141.9818	1	< 0.1%
-111900.4953	1	< 0.1%
-106376.3081	1	< 0.1%
-104338.6328	1	< 0.1%
-99321.85663	1	< 0.1%

Value	Count	Frequency (%)
324022.6823	1	< 0.1%
207608.1616	1	< 0.1%
196848.3079	1	< 0.1%
186020.3943	1	< 0.1%
170991.6922	1	< 0.1%
155228.4286	1	< 0.1%
142970.0125	1	< 0.1%
122847.1657	1	< 0.1%
112185.8159	1	< 0.1%
110167.8313	1	< 0.1%

Auto

Heatmap
Table

	mean_ask_price1	mean_ask_price2	mean_ask_size1	mean_ask_size2	mean_bid_ask_1	mean_bid_ask_2	mean_bid_price1	mean_bid_price2	mean_bid_size1	mean_bid_size2	mean_volume_difference	mean_volume_overall	mean_wap_1	mean_wap_2	target_value
mean_ask_price1	1.000	0.997	-0.070	-0.056	0.083	0.078	0.968	0.958	-0.024	-0.041	0.053	-0.049	0.990	0.989	0.045
mean_ask_price2	0.997	1.000	-0.056	-0.043	0.107	0.115	0.957	0.944	-0.010	-0.027	0.053	-0.035	0.983	0.982	0.059
mean_ask_size1	-0.070	-0.056	1.000	0.918	-0.519	-0.282	0.027	0.013	0.831	0.842	-0.176	0.940	-0.027	-0.025	-0.383
mean_ask_size2	-0.056	-0.043	0.918	1.000	-0.563	-0.322	0.048	0.034	0.839	0.883	-0.139	0.955	-0.006	-0.010	-0.399
mean_bid_ask_1	0.083	0.107	-0.519	-0.563	1.000	0.933	-0.100	-0.123	-0.525	-0.570	-0.010	-0.565	-0.011	-0.011	0.744
mean_bid_ask_2	0.078	0.115	-0.282	-0.322	0.933	1.000	-0.095	-0.130	-0.288	-0.328	-0.002	-0.321	-0.010	-0.011	0.697
mean_bid_price1	0.968	0.957	0.027	0.048	-0.100	-0.095	1.000	0.997	0.075	0.065	0.055	0.057	0.991	0.990	-0.093
mean_bid_price2	0.958	0.944	0.013	0.034	-0.123	-0.130	0.997	1.000	0.061	0.052	0.053	0.043	0.985	0.984	-0.106
mean_bid_size1	-0.024	-0.010	0.831	0.839	-0.525	-0.288	0.075	0.061	1.000	0.920	0.205	0.939	0.034	0.034	-0.396
mean_bid_size2	-0.041	-0.027	0.842	0.883	-0.570	-0.328	0.065	0.052	0.920	1.000	0.163	0.955	0.017	0.022	-0.409
mean_volume_difference	0.053	0.053	-0.176	-0.139	-0.010	-0.002	0.055	0.053	0.205	0.163	1.000	0.013	0.071	0.080	-0.019
mean_volume_overall	-0.049	-0.035	0.940	0.955	-0.565	-0.321	0.057	0.043	0.939	0.955	0.013	1.000	0.005	0.006	-0.411
mean_wap_1	0.990	0.983	-0.027	-0.006	-0.011	-0.010	0.991	0.985	0.034	0.017	0.071	0.005	1.000	0.999	-0.026
mean_wap_2	0.989	0.982	-0.025	-0.010	-0.011	-0.011	0.990	0.984	0.034	0.022	0.080	0.006	0.999	1.000	-0.027
target_value	0.045	0.059	-0.383	-0.399	0.744	0.697	-0.093	-0.106	-0.396	-0.409	-0.019	-0.411	-0.026	-0.027	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	target_value	mean_bid_price1	mean_ask_price1	mean_bid_price2	mean_ask_price2	mean_bid_size1	mean_ask_size1	mean_bid_size2	mean_ask_size2	mean_bid_ask_1	mean_bid_ask_2	mean_wap_1	mean_wap_2	mean_volume_overall	mean_volume_difference
181334	0.001381	1.000306	1.000520	1.000227	1.000604	184.553719	153.314050	198.049587	128.528926	0.000214	0.000377	1.000421	1.000457	664.446281	100.760331
59080	0.007188	0.999609	1.000859	0.999465	1.001061	73.397351	94.327815	89.254967	106.701987	0.001250	0.001595	1.000183	1.000205	363.682119	-38.377483
67472	0.003207	1.000268	1.001202	1.000147	1.001422	54.525253	95.101010	53.606061	44.717172	0.000933	0.001275	1.000605	1.000796	247.949495	-31.686869
387187	0.003743	1.000079	1.000550	0.999940	1.000649	84.400826	92.855372	90.692149	97.022727	0.000471	0.000709	1.000303	1.000277	364.971074	-14.785124
192846	0.003829	1.002570	1.002901	1.002502	1.002981	83.791165	80.287149	72.156627	91.084337	0.000332	0.000479	1.002770	1.002736	327.319277	-15.423695
414641	0.002670	1.001167	1.001393	1.001022	1.001533	171.388087	228.153430	232.158845	280.703971	0.000226	0.000512	1.001261	1.001258	912.404332	-105.310469
75066	0.001399	0.999152	0.999303	0.999063	0.999395	165.366477	216.465909	277.997159	227.818182	0.000151	0.000332	0.999220	0.999231	887.647727	-0.920455
151589	0.003027	1.001593	1.002010	1.001447	1.002116	130.507205	247.043228	121.363112	198.971182	0.000417	0.000670	1.001749	1.001746	697.884726	-194.144092
109245	0.005340	0.998572	0.999501	0.997649	1.000424	8701.640678	11158.176271	17582.661017	15661.594915	0.000930	0.002774	0.998962	0.999105	53104.072881	-535.469492
357673	0.001807	0.998899	0.999130	0.998672	0.999358	753.511294	685.552361	957.537988	1007.577002	0.000231	0.000686	0.999016	0.999001	3404.178645	17.919918

	target_value	mean_bid_price1	mean_ask_price1	mean_bid_price2	mean_ask_price2	mean_bid_size1	mean_ask_size1	mean_bid_size2	mean_ask_size2	mean_bid_ask_1	mean_bid_ask_2	mean_wap_1	mean_wap_2	mean_volume_overall	mean_volume_difference
235594	0.001750	1.001555	1.001646	1.001508	1.001693	150.581667	158.406667	177.700000	175.363333	0.000091	0.000184	1.001600	1.001602	662.051667	-5.488333
62082	0.006938	0.998400	0.999049	0.998232	0.999250	94.618304	144.950893	75.861607	133.169643	0.000649	0.001018	0.998645	0.998594	448.600446	-107.640625
1689	0.005653	0.996301	0.998080	0.995832	0.998172	115.547170	104.830189	48.534591	81.484277	0.001779	0.002340	0.997224	0.996895	350.396226	-22.232704
127948	0.005273	1.000987	1.001850	1.000799	1.002033	124.313910	175.654135	129.569549	177.084586	0.000863	0.001234	1.001386	1.001393	606.622180	-98.855263
332322	0.003058	0.998549	0.999261	0.998358	0.999452	59.418103	31.163793	46.987069	59.094828	0.000712	0.001094	0.998927	0.998842	196.663793	16.146552
149226	0.001754	1.003577	1.003800	1.003361	1.004015	1485.242321	1085.281570	2231.597270	2184.344710	0.000223	0.000654	1.003705	1.003695	6986.465870	447.213311
385833	0.003928	0.999518	0.999859	0.999485	0.999899	38.604857	70.373068	19.565121	38.724062	0.000341	0.000415	0.999650	0.999657	167.267108	-50.927152
179401	0.001521	0.999530	0.999757	0.999387	0.999901	259.387179	477.648718	412.507692	537.833333	0.000228	0.000514	0.999616	0.999617	1687.376923	-343.587179
322924	0.002483	0.999703	0.999993	0.999647	1.000049	89.957895	71.705263	91.510526	73.402632	0.000289	0.000402	0.999860	0.999841	326.576316	36.360526
384322	0.003137	1.000495	1.000806	1.000417	1.000871	60.707581	17.425993	47.868231	26.510830	0.000311	0.000454	1.000719	1.000690	152.512635	64.638989

Overview

Variables

Interactions

Correlations

Missing values

Sample